{
 "cells": [
  {
   "cell_type": "code",
   "execution_count": 1,
   "metadata": {},
   "outputs": [],
   "source": [
    "# -*- coding:utf-8 -*-\n",
    "#模型构建\n",
    "#使用K-means聚类算法分类并分析每类的特征\n",
    "import pandas as pd\n",
    "from pandas import DataFrame,Series\n",
    "from sklearn.cluster import KMeans #导入K均值聚类算法\n",
    "k = 5 # 聚为5类\n",
    "d3 = pd.read_excel('sjbzh.xlsx')\n",
    "\n",
    "#调用k-means算法，进行聚类分析\n",
    "kmodel = KMeans(n_clusters=k, n_jobs=4)# n_job是并行数，一般等于CPU数较好\n",
    "kmodel.fit(d3)\n",
    "\n",
    "\n",
    "labels = kmodel.labels_#查看各样本类别\n",
    "demo = DataFrame(labels,columns=['numbers'])\n",
    "demo1= DataFrame(kmodel.cluster_centers_, columns=d3.columns) # 保存聚类中心\n",
    "demo2= demo['numbers'].value_counts() # 确定各个类的数目\n",
    "\n",
    "demo4 = pd.concat([demo2,demo1],axis=1)\n",
    "demo4.index.name='labels'\n",
    "demo4.to_excel('kmeansresults.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "2    25230\n",
       "0    16008\n",
       "4    12357\n",
       "3     5312\n",
       "1     3137\n",
       "Name: numbers, dtype: int64"
      ]
     },
     "execution_count": 2,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "demo2= demo['numbers'].value_counts() # 确定各个类的数目\n",
    "demo2"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "[[ 1.16068415 -0.37740547 -0.08693346 -0.09494912 -0.15771737]\n",
      " [-0.70032089 -0.41496445 -0.16097469 -0.16077467 -0.25509512]\n",
      " [ 0.482923   -0.79940459  2.48309523  2.42434109  0.30842526]\n",
      " [-0.31388694  1.68629965 -0.57392681 -0.53672534 -0.17336233]\n",
      " [ 0.05490717 -0.00456613 -0.22770954 -0.23158293  2.18563009]]\n",
      "[2 2 2 ..., 1 3 3]\n"
     ]
    }
   ],
   "source": [
    "print kmodel.cluster_centers_#查看聚类中心\n",
    "print kmodel.labels_#查看各样本类别"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": [
    "#画雷达图 客户群特征分析图\n",
    "subset = demo1.copy()\n",
    "subset = subset.round(3)\n",
    "subset.to_excel('testradar.xlsx')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([[ 1.161, -0.377, -0.087, -0.095, -0.158],\n",
       "       [-0.7  , -0.415, -0.161, -0.161, -0.255],\n",
       "       [ 0.483, -0.799,  2.483,  2.424,  0.308],\n",
       "       [-0.314,  1.686, -0.574, -0.537, -0.173],\n",
       "       [ 0.055, -0.005, -0.228, -0.232,  2.186]])"
      ]
     },
     "execution_count": 4,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "data = subset.as_matrix()\n",
    "data"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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SY+HgC9kjKRyycTcAhKl/Aw2XKi8H0Bdne4FdCJmIOxp9X0JEK1xuBOqKI1B9X18AfnS2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\nSSGEEEKIKVGSQgghhBBT+v8BVFQ0gYzBJIcAAAAASUVORK5CYII=\n",
      "text/plain": [
       "<matplotlib.figure.Figure at 0xd5c67b8>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "from radar1 import drawRader  # 从已经编写好的画雷达图的函数中导入\n",
    "title = 'RadarPicture'\n",
    "rgrids = [0.5, 1, 1.5, 2, 2.5]\n",
    "itemnames = ['ZL','ZR','ZF','ZM','ZC']\n",
    "labels = list('abcde')\n",
    "drawRader(itemnames=itemnames,data=data,title=title,labels=labels, saveas = '2.jpg',rgrids=rgrids)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {
    "collapsed": true
   },
   "outputs": [],
   "source": []
  }
 ],
 "metadata": {
  "kernelspec": {
   "display_name": "Python 3",
   "language": "python",
   "name": "python3"
  },
  "language_info": {
   "codemirror_mode": {
    "name": "ipython",
    "version": 3
   },
   "file_extension": ".py",
   "mimetype": "text/x-python",
   "name": "python",
   "nbconvert_exporter": "python",
   "pygments_lexer": "ipython3",
   "version": "3.7.3"
  }
 },
 "nbformat": 4,
 "nbformat_minor": 2
}
